I have a dataset with an event rate of less than 0.3 percent. To improve the modeling results, I did some oversampling using SMOTE.
I initially oversampled so that the event rate increases 10 times to 3 percent. But that doesn't feel right. Are there any restrictions or heuristics on how much we can oversample.
Are there things I need to consider in deciding how much to oversample.